A flexible model for survival data with a cure rate: a Bayesian approach

In this paper we deal with a Bayesian analysis for right-censored survival data suitable for populations with a cure rate. We consider a cure rate model based on the negative binomial distribution, encompassing as a special case the promotion time cure model. Bayesian analysis is based on Markov chain Monte Carlo (MCMC) methods. We also present some discussion on model selection and an illustration with a real dataset.

The log-exponentiated Weibull regression model for interval-censored data

In interval-censored survival data, the event of interest is not observed exactly but is only known to occur within some time interval. Such data appear very frequently. In this paper, we are concerned only with parametric forms, and so a location-scale regression model based on the exponentiated Weibull distribution is proposed for modeling interval-censored data. We show that the proposed log-exponentiated Weibull regression model for interval-censored data represents a parametric family of models that include other regression models that are broadly used in lifetime data analysis. Assuming the use of interval-censored data, we employ a frequentist analysis, a jackknife estimator, a parametric bootstrap and a Bayesian analysis for the parameters of the proposed model. We derive the appropriate matrices for assessing local influences on the parameter estimates under different perturbation schemes and present some ways to assess global influences. Furthermore, for different parameter settings, sample sizes and censoring percentages, various simulations are performed; in addition, the empirical distribution of some modified residuals are displayed and compared with the standard normal distribution. These studies suggest that the residual analysis usually performed in normal linear regression models can be straightforwardly extended to a modified deviance residual in log-exponentiated Weibull regression models for interval-censored data. (C) 2009 Elsevier B.V. All rights reserved.

A pointcut-based coverage analysis approach for aspect-oriented programs

Aspect-oriented programming (AOP) is a promising technology that supports separation of crosscutting concerns (i.e., functionality that tends to be tangled with, and scattered through the rest of the system). In AOP, a method-like construct named advice is applied to join points in the system through a special construct named pointcut. This mechanism supports the modularization of crosscutting behavior; however, since the added interactions are not explicit in the source code, it is hard to ensure their correctness. To tackle this problem, this paper presents a rigorous coverage analysis approach to ensure exercising the logic of each advice - statements, branches, and def-use pairs - at each affected join point. To make this analysis possible, a structural model based on Java bytecode - called PointCut-based Del-Use Graph (PCDU) - is proposed, along with three integration testing criteria. Theoretical, empirical, and exploratory studies involving 12 aspect-oriented programs and several fault examples present evidence of the feasibility and effectiveness of the proposed approach. (C) 2010 Elsevier Inc. All rights reserved.

Predicting random effects with an expanded finite population mixed model

Prediction of random effects is an important problem with expanding applications. In the simplest context, the problem corresponds to prediction of the latent value (the mean) of a realized cluster selected via two-stage sampling. Recently, Stanek and Singer [Predicting random effects from finite population clustered samples with response error. J. Amer. Statist. Assoc. 99, 119-130] developed best linear unbiased predictors (BLUP) under a finite population mixed model that outperform BLUPs from mixed models and superpopulation models. Their setup, however, does not allow for unequally sized clusters. To overcome this drawback, we consider an expanded finite population mixed model based on a larger set of random variables that span a higher dimensional space than those typically applied to such problems. We show that BLUPs for linear combinations of the realized cluster means derived under such a model have considerably smaller mean squared error (MSE) than those obtained from mixed models, superpopulation models, and finite population mixed models. We motivate our general approach by an example developed for two-stage cluster sampling and show that it faithfully captures the stochastic aspects of sampling in the problem. We also consider simulation studies to illustrate the increased accuracy of the BLUP obtained under the expanded finite population mixed model. (C) 2007 Elsevier B.V. All rights reserved.

Speed prediction for triggering vehicle activated signs

Accurate speed prediction is a crucial step in the development of a dynamic vehcile activated sign (VAS). A previous study showed that the optimal trigger speed of such signs will need to be pre-determined according to the nature of the site and to the traffic conditions. The objective of this paper is to find an accurate predictive model based on historical traffic speed data to derive the optimal trigger speed for such signs. Adaptive neuro fuzzy (ANFIS), classification and regression tree (CART) and random forest (RF) were developed to predict one step ahead speed during all times of the day. The developed models were evaluated and compared to the results obtained from artificial neural network (ANN), multiple linear regression (MLR) and naïve prediction using traffic speed data collected at four sites located in Sweden. The data were aggregated into two periods, a short term period (5-min) and a long term period (1-hour). The results of this study showed that using RF is a promising method for predicting mean speed in the two proposed periods.. It is concluded that in terms of performance and computational complexity, a simplistic input features to the predicitive model gave a marked increase in the response time of the model whilse still delivering a low prediction error.

Uncertainty Characterization Of A Conceptual Rainfall-Runoff Model By Using Grey Numbers

A procedure for characterizing global uncertainty of a rainfall-runoff simulation model based on using grey numbers is presented. By using the grey numbers technique the uncertainty is characterized by an interval; once the parameters of the rainfall-runoff model have been properly defined as grey numbers, by using the grey mathematics and functions it is possible to obtain simulated discharges in the form of grey numbers whose envelope defines a band which represents the vagueness/uncertainty associated with the simulated variable. The grey numbers representing the model parameters are estimated in such a way that the band obtained from the envelope of simulated grey discharges includes an assigned percentage of observed discharge values and is at the same time as narrow as possible. The approach is applied to a real case study highlighting that a rigorous application of the procedure for direct simulation through the rainfall-runoff model with grey parameters involves long computational times. However, these times can be significantly reduced using a simplified computing procedure with minimal approximations in the quantification of the grey numbers representing the simulated discharges. Relying on this simplified procedure, the conceptual rainfall-runoff grey model is thus calibrated and the uncertainty bands obtained both downstream of the calibration process and downstream of the validation process are compared with those obtained by using a well-established approach, like the GLUE approach, for characterizing uncertainty. The results of the comparison show that the proposed approach may represent a valid tool for characterizing the global uncertainty associable with the output of a rainfall-runoff simulation model.

O poder judiciário e o movimento da qualidade total : aspectos determinantes na implantação do pgqj em um estudo exploratório

Este trabalho analisa fatores que viabilizaram a implantação do Plano de Gestão pela Qualidade do Judiciário em algumas Unidades do Poder Judiciário do RS. Com base na teoria geral da administração, especialmente na teoria clássica, na burocracia e na teoria comportamental, em autores de obras sobre organizações que aprendem e em obras de W. Edwards Deming sobre a nova economia no governo, desenvolve-se essa pesquisa. O estudo analisa a implantação do Plano de Gestão, os resultados dos projetos-piloto e programa de adesão, como os atores do processo perceberam as mudanças ocorridas e como é definida a situação por aqueles que estão à margem dos acontecimentos por diferentes motivos, por meio da análise de documentos do acervo da organização, de dados coletados nas entrevistas com integrantes de Unidades com e sem implantação do gerenciamento da rotina, preconizado pelo modelo da Qualidade Total. Estabelece-se, assim, o quadro de aspectos determinantes na implantação do PGQJ, quais sejam: a estrutura da tarefa, as relações interpessoais e a liderança, o processo decisório e o comprometimento com a organização. Os resultados obtidos delineiam a percepção dos atores quanto ao processo de mudança e suas expectativas quanto à capacidade da organização de absorver novos modelos de gestão, acarretando, em determinados momentos, uma completa quebra de paradigmas. Demonstram, ainda, a distância existente entre a proposição do Plano de Gestão, quanto ao comportamento administrativo, ao desenvolvimento dos recursos humanos, ao envolvimento com o trabalho, e o que efetivamente se verifica nas Unidades da organização. Por fim, discute-se alternativa para a implantação de modelo de gestão baseado na Qualidade Total e na aprendizagem organizacional, sugerindo-se estudos mais aprofundados desses aspectos determinantes, com o objetivo de melhorar o desempenho do projeto em andamento.

O campo de energia elétrica no Brasil - de 1880 a 2002

Since electric power is an essential element in modern society, this paper analyzes the historic and institutional factors that have contributed to the formation and organization of the Brazilian electric sector, from the time when it started to be used in this country until the end of year 2002. This analysis is based on a linear description of historic facts, giving emphasis to crucial events ¿ or critical incidents, as they were called for the purpose of this paper. As to these happenings, the social actors who played an important role in the development of the Brazilian electric power sector were analyzed. An analytical model based on the theoretical references offered by the Institutional Theory was used. The study also highlights the elements that comprehend the development of the phenomenon in face of the ambivalence existing in a developing country, which is the case of the Brazilian electric power sector. The organizational fields that were established at the time determined by the main crucial incidents presented throughout the length of time covered by this study. The resources that the main social actors involved in the electric power sector may use by are also identified, as well as their main interests and level of influence these actors may have. Several documents were analyzed. The qualitative methodology was used. Also, many semi-structured in-depth interviews of the people who have made the history of this sector for reliability were conducted. Finally, this study includes the main elements that have shaped the institutional model of the Brazilian electric sector. It also characterizes the external environment as the element which has most influenced the sector and has also led its way throughout the different developmental phases, especially with respect to funding. The growing rates of power consumption indicate the need for a constant increase in the supply of electric power to meet the needs of society and economic development. This requires constant investment. Lack of investment is a limiting factor. Not only does it hinder the development of the country but it may also result in very unfortunate mishaps such as electric power rationing, such as the kind we had to endure a while ago.

Ensaio sobre o agente racional: esparadrapos para um paciente terminal?

The Rational Agent model have been a foundational basis for theoretical models such as Economics, Management Science, Artificial Intelligence and Game Theory, mainly by the ¿maximization under constraints¿ principle, e.g. the ¿Expected Utility Models¿, among them, the Subjective Expected Utility (SEU) Theory, from Savage, placed as most influence player over theoretical models we¿ve seen nowadays, even though many other developments have been done, indeed also in non-expected utility theories field. Having the ¿full rationality¿ assumption, going for a less idealistic sight ¿bounded rationality¿ of Simon, or for classical anomalies studies, such as the ¿heuristics and bias¿ analysis by Kahneman e Tversky, ¿Prospect Theory¿ also by Kahneman & Tversky, or Thaler¿s Anomalies, and many others, what we can see now is that Rational Agent Model is a ¿Management by Exceptions¿ example, as for each new anomalies¿s presentation, in sequence, a ¿problem solving¿ development is needed. This work is a theoretical essay, which tries to understand: 1) The rational model as a ¿set of exceptions¿; 2) The actual situation unfeasibility, since once an anomalie is identified, we need it¿s specific solution developed, and since the number of anomalies increases every year, making strongly difficult to manage rational model; 3) That behaviors judged as ¿irrationals¿ or deviated, by the Rational Model, are truly not; 4) That¿s the right moment to emerge a Theory including mental processes used in decision making; and 5) The presentation of an alternative model, based on some cognitive and experimental psychology analysis, such as conscious and uncounscious processes, cognition, intuition, analogy-making, abstract roles, and others. Finally, we present conclusions and future research, that claims for deeper studies in this work¿s themes, for mathematical modelling, and studies about a rational analysis and cognitive models possible integration. .

REPETRO - Regime Aduaneiro Especial de Importação e Exportação de Bens Destinados à Pesquisa e Lavra de Petróleo e Gás: análise dos entraves e propostas de soluções

REPETRO, the special tax regime for importing and exporting goods for the exploration and drilling of oil and gas, aims at bringing foreign assets to Brazil enjoying a suspension or even an exemption of taxes, so that Brazilian industry may profit from about 8 billion American dollars in investments. The creation of normative devices as well as the management of the REPETRO model are under the exclusive responsibility of the Brazilian Internal Revenue Services. REPETRO was created in 1999 and is composed of the following customs treatments: importation of goods with suspension of taxes by use of the drawback special regime, suspension mode for national exporting industry; exportation with fictitious exit for the national industry; temporary admission of goods or assets used in oil exploration and production, attending to the needs of both the national and foreign market. Considering the inability of the Brazilian government in restructuring its foreign trade model so that a strong investment in technology could provide for the sector¿s needs, we must ask how we can change REPETRO to help the various companies in the oil business? The issue is very important for one of our main economic activities, though not enough studied. The energy sector has a strategic importance for the development and the economic independence of any country. The winds of globalization lead Brazil to open its economy in the last decade and the national policy for exploration and drilling (E&D) was altered. The government created a new agency dedicated to market control and energy policies, the National Agency for Oil and Biofuels (ANP). With the opening of the market, Petróleo Brasileiro S.A. - Petrobras, the Brazilian giant, lost the monopoly of the oil business. The P-50 Platform, with a capacity for 180,000 barrels per day, was imported based on REPETRO. When it began operating on April 21st, 2006, Brazil achieved self-sufficiency in oil production. The present work intends to estimate the main variables affecting the importation and exportation of goods and assets for E&D, showing how REPETRO works. We also intend to look at the results yielded by the REPETRO model for the development of the production of oil and gas in Brazil, as well as show proposals for its modernization. It has been established that even though since its implementation the REPETRO model has brought fiscal advantages through the reduction of tax costs relating to foreign commerce operations and the incentive of investments in the E&D area with the increase in the national oil production there remain the following limitations: lack of preparation and of knowledge of the model; lack of adjustement of the model to the reality of actitity of E&D of oil and gas; taxes over the pre-operational stage or investment in oil production stage; non-allowance of full access by the national industry to the supply of goods and products relating to the industrialization of goods allowed by REPETRO; other fiscal and administrative difficulties. We conclude that the REPETRO model is important for the development of the area of E&D of oil and gas, but not completely effective. It is necessary to change it or create a new model based on a new perspective of the customs treatment of the activities of exploration and production, minimizing administrative procedures relating to the operations of exportation and importation.

The brazilian education quality index (Ideb): measurement and incentives upgrades

The increasing availability of social statistics in Latin America opens new possibilities in terms of accountability and incentive mechanisms for policy makers. This paper addresses these issues within the institutional context of the Brazilian educational system. We build a theoretical model based on the theory of incentives to analyze the role of the recently launched Basic Education Development Index (Ideb) in the provision of incentives at the sub-national level. The first result is to demonstrate that an education target system has the potential to improve the allocation of resources to education through conditional transfers to municipalities and schools. Second, we analyze the local government’s decision about how to allocate its education budget when seeking to accomplish the different objectives contemplated by the index, which involves the interaction between its two components, average proficiency and the passing rate. We discuss as well policy issues concerning the implementation of the synthetic education index in the light of this model arguing that there is room for improving the Ideb’s methodology itself. In addition, we analyze the desirable properties of an ideal education index and we argue in favor of an ex-post relative learning evaluation system for different municipalities (schools) based on the value added across different grades

Os determinantes morfogenéticos da linguagem expressiva

O presente trabalho parte de uma reinterpretação dos determinantes e da organização da linguagem expressiva em indivíduos portadores de deficiência da audição. Neste sentido, submete a uma análise crítica as condições de estruturação e aquisição de um sistema de comunicação simbólica de natureza essencialmente verbal por parte de tais indivíduos. Avalia, em particular modo, a perspectiva de uma organização fonológica do discurso em portadores de surdez profunda “pré-linguagem~, como um processo que ultrapassa as possibilidades d e uma mera aprendizagem. A linguagem vista então como um processo semiótico de natureza percepto-expressiva, que se estabelece ao longo do desenvolvimento filogenético e ontogenético é assim interpretada, a luz de um novo modelo teórico sobre a Cognição Humana . Tal modelo, pautado em contribuições da Cibernética, da Lógica, da Linguística e da Epistemologia Genética, estabelece plataformas morfogenéticas, a partir das quais o psiquismo se organizaria. Desta maneira, 2 (dois) objetivos essenciais pretendem ser atingidos no presente e s tudo. 1º ) oferecer uma base teórica à dinâmica e processual cognitivo em que o surdo se vê envolvido ao longo da aprendizagem de um sistema verbal-simbólico - à luz de uma hipótese pré-formista, de base morfogenética. 2º) avaliar, a partir da linguagem expressiva escrita apresentada por deficientes auditivos com perda profunda ~pré-linguagem", a hipótese formulada por F. Lo P. Seminério (1980) "de uma memória morfogenética na espécie humana", a partir do que, toda a atividade cognitiva se organizaria, passando a operar segundo estruturas-código, pré-fixadas. A fim de confirmar as proposições estabelecidas, apresenta - se uma Verificação Empírica através de estudos exploratórios realizados com 6 (seis) sujeitos. Os resultados obtidos confirmam a existência de um marco seletivo e organizador de natureza audio-fonética, também entre indivíduos surdos. Constata-se que a informação veiculada é capaz de ser tratada, programada e recuperada linguisticamente, ainda que sem a possibilidade de um mecanismo de retroalimentação ao sistema que se desenvolve. O que equivale a dizer, que o indivíduo surdo apesar de não ouvir, programa à nível áudio-fonético, programação essa que vem a ser recuperada ou atualizada graças aos recursos e técnicas pedagógicas especializadas. Tais resultados sugerem uma reavaliação dos métodos psicopedagógicos usuais nesta área, podendo-se retomar sob nova orientação o debate de temas atuais, nas diretrizes das técnicas e do instrumental utilizado.

Configuração da gestão da educação a distância: entendendo os resultados do ENADE para o curso piloto da universidade aberta do Brasil

A educação a distância tem tido expressivo crescimento no Brasil nos últimos anos e com essa expansão aumentam também os desafios relacionados à sua gestão. Este trabalho focaliza as diversas concepções e fundamentos teóricos acerca das abordagens sobre estrutura organizacional e sistemas de educação a distância, para concepção do que denominou-se configuração da gestão da EAD. Como delineamento de pesquisa analisou-se a relação entre as configurações das gestões dos cursos a distância de Administração, projeto piloto da Universidade Aberta do Brasil e os seus conceitos definidos pelo Exame Nacional de Desempenho de Estudantes, identificando-se as teorias e modelos manifestos em seu contexto. O trabalho parte de uma descrição da estrutura organizacional da área responsável pela educação a distância na Universidade Estadual do Maranhão, na Universidade Estadual da Paraíba e na Universidade Federal do Ceará, realizando uma análise comparativa das dimensões complexidade, centralização e coordenação nessas três instituições. Também foram analisados e comparados os sistemas de EAD do curso piloto da UAB, a partir dos referenciais de qualidade para educação superior a distância do MEC, especificamente concentrados nos componentes interdisciplinaridade, materiais didáticos, avaliação, equipe multidisciplinar, comunicação e infraestrutura de polos. Com base nessas análises, discute-se os diferentes conceitos atribuídos pelo Enade aos referidos cursos e explicam-se as correspondências das estruturas organizacionais e dos sistemas de EAD descritos, em relação a esses resultados. Trata-se de uma pesquisa predominantemente qualitativa, descritiva, explicativa e multicaso, cuja coleta de dados foi feita a partir de entrevistas, grupos focais, questionários online e documentos. Os dados primários foram tratados mediante análise de conteúdo categorial e os dados secundários, por meio da análise documental. As observações elaboradas, dentro de uma perspectiva descritivo-interpretativa e de um corte seccional permitem induções acerca das configurações das gestões em cada universidade. Evidencia-se relação forte e direta entre as configurações das gestões do curso piloto e os respectivos resultados no Enade. Constata-se que a teoria da industrialização de Otto Peters e o modelo de educação a distância baseado na distribuição em polos podem explicar a estruturação traduzida no modus operandi da Universidade Aberta do Brasil. Assim, conclui-se que as diferenças nos resultados no Enade dos estudantes da Uema, UEPB e UFC têm relação direta com o modo de estruturação dos setores responsáveis pela intermediação da EAD nessas universidades. Constata-se que o curso piloto da UAB na UEPB não demonstrou ter a aderência necessária aos referenciais de qualidade do MEC, enquanto a Uema e a UFC demonstraram grande adequação aos critérios estabelecidos, o que confirma a relação entre tais referenciais de qualidade e o resultado no Enade. Conclui-se, ainda, que os componentes avaliação e equipe multidisciplinar foram os que mais sugestionaram relação com os desempenhos dos estudantes no Enade. Os resultados encontrados foram discutidos à luz do referencial teórico revisado e foram apresentadas recomendações derivadas dos achados desta pesquisa.

Por que as tarifas de interconexão são tão altas?: um modelo de competição entre telefonia fixa e móvel

Existe uma dissonância entre a teoria dominante de competição entre telefonias e evidências empíricas. Aquela tem como resultado que as redes de telefonia móvel irão definir a tarifa de interconexão abaixo do custo marginal de término da ligação. Já evidências empíricas diversas mostram que as tarifas de interconexão das telefonias móveis são mais elevadas e que as agências reguladoras encontram resistência destas ao aplicarem políticas de redução das tarifas de interconexão. Este trabalho desenvolve um modelo, baseado em Hoernig (2010), que provê resultados mais aderentes às evidências de existência de incentivos para precificação de tarifas de interconexão acima do custo marginal. O modelo aqui proposto inova em relação a Hoernig (2010) ao assumir que as redes de telefonia móvel concorrem com a telefonia fixa, a qual é sujeita à regulação da tarifa de interconexão. Esta é uma representação bastante plausível frente ao desenvolvimento da telefonia móvel. O modelo também considera o efeito de uma das empresas de telefonia móvel ter o seu controle compartilhado com a de telefonia fixa. Devido ao pressuposto de competição em um mesmo mercado entre telefonia fixa e móvel, é encontrado como resultado geral que as redes de telefonia móvel irão definir a tarifa de interconexão acima do custo marginal de término da ligação.